{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy\n",
    "from spafe.utils import vis\n",
    "from spafe.features.lfcc import lfcc\n",
    "\n",
    "# init input vars\n",
    "num_ceps = 13\n",
    "low_freq = 0\n",
    "high_freq = 2000\n",
    "nfilts = 24\n",
    "nfft = 512\n",
    "dct_type = 2,\n",
    "use_energy = False,\n",
    "lifter = 5\n",
    "normalize = False\n",
    "    \n",
    "# read wav \n",
    "fs, sig = scipy.io.wavfile.read(\"test.wav\")\n",
    "\n",
    "# compute features\n",
    "lfccs = lfcc(sig=sig,\n",
    "             fs=fs,\n",
    "             num_ceps=num_ceps,\n",
    "             nfilts=nfilts,\n",
    "             nfft=nfft,\n",
    "             low_freq=low_freq,\n",
    "             high_freq=high_freq,\n",
    "             dct_type=dct_type,\n",
    "             use_energy=use_energy,\n",
    "             lifter=lifter,\n",
    "             normalize=normalize)\n",
    "\n",
    "# visualize spectogram\n",
    "vis.spectogram(sig, fs)\n",
    "# visualize features\n",
    "vis.visualize_features(lfccs, 'LFCC Index', 'Frame Index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
